Update app.py

app.py

@@ -4,7 +4,7 @@ import gradio as gr
 from sklearn.preprocessing import OneHotEncoder
 from sklearn.impute import SimpleImputer
 
-# Modeli, encoder'ı ve imputer'ı yükleme - IMPORT'lardan HEMEN SONRA
+# Modeli, encoder'ı ve imputer'ı yükleme
 logreg_model = joblib.load('logreg_model.pkl')
 rf_model = joblib.load('rf_model.pkl')
 encoder = joblib.load('encoder.pkl')
@@ -58,27 +58,11 @@ def fraud_detection(accountAgeDays, numItems, localTime, paymentMethod, paymentM
     logreg_prediction = logreg_model.predict(input_data)[0]
     rf_prediction = rf_model.predict(input_data)[0]
 
-    # Sonuçları formatlama
-    logreg_result = "
+    # Sonuç görsellerini belirleme
+    logreg_image = "sahtekarlik_degil.jpg" if logreg_prediction == 0 else "sahtekarlik.jpg"
+    rf_image = "sahtekarlik_degil.jpg" if rf_prediction == 0 else "sahtekarlik.jpg"
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/67044b086fd3c9b6f6576f6d/Yk1ALS0QO0s48XbPO1Y_A.png)
-
-" if logreg_prediction == 0 else "
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/67044b086fd3c9b6f6576f6d/kn7rSJLyehM0BRq-BLGmf.png)
-
-"
-    rf_result = "
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/67044b086fd3c9b6f6576f6d/Wpa8dOnc9l1H-sz_U1YHy.png)
-
-" if rf_prediction == 0 else "
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/67044b086fd3c9b6f6576f6d/-P8PGOa8GqW9cC0gM5fWj.png)
-
-"
-
-    return f"Logistic Regression: {logreg_result}\nRandom Forest: {rf_result}"
+    return logreg_image, rf_image
 
 # Gradio Arayüzünü Oluşturma
 iface = gr.Interface(
@@ -90,8 +74,11 @@ iface = gr.Interface(
         gr.Dropdown(label="Ödeme Yöntemi", choices=["creditcard", "paypal", "storecredit", "UNKNOWN"]),
         gr.Number(label="Ödeme Yöntemi Yaşı (Gün)"),
     ],
-    outputs=gr.Textbox(label="Tahmin Sonuçları"),
-    title="Ödeme Sahtekarlığı Tespit Sistemi",
+    outputs=[
+        gr.Image(label="Logistic Regression Tahmini"),
+        gr.Image(label="Random Forest Tahmini")
+    ],
+    title="Ödeme Sahtekarlığı Tespit Sistemi suspicious.jpeg",
     description="Gerekli bilgileri girerek işlemin sahte olup olmadığını tahmin edin.",
 )